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Cognitive and Psychological tasks on Parent data (25-fold cross-val)

66.75Spectrum ScoreTinyBERT+confLgFT
51.212455.246259.2863.3138Apr 17, 2026

Evaluation results

MethodLinks
TinyBERT+confLgFTProtocol=HILBERT: DualC + MoE2026.0466.7558.1665.1461.5263.576369.62
TinyBERT+confLgFTProtocol=Contrastive + MoE2026.0466.1156.2662.0561.1461.8460.8167.1
TinyBERT+confLgFTProtocol=Transfer + MoE2026.0464.4355.3159.9459.5259.7758.7665.15
TinyBERT+confLgFTProtocol=Baseline: Transfer2026.0462.7855.2359.6758.9958.558.1764.99
TinyBERT+w2v2LgFTProtocol=HILBERT: DualC + MoE2026.0461.6462.4966.3760.4261.463.0866.09
TinyBERT+hubLgFTProtocol=HILBERT: DualC + MoE2026.0461.265.3859.0559.8762.8261.8567.63
TinyBERT+w2v2LgFTProtocol=Contrastive + MoE2026.0461.1860.6962.6958.3760.0761.7966.39
TinyBERT+w2v2LgFTProtocol=Transfer + MoE2026.0460.6460.2560.5756.3358.1459.0163.96
TinyBERT+hubLgFTProtocol=Contrastive + MoE2026.0459.4763.0959.3558.8860.1861.7765.61
nMPNet+hubLgFTProtocol=HILBERT: DualC + MoE2026.0458.861.764.3159.3362.1861.9865.92
TinyBERT+hubLgFTProtocol=Baseline: Transfer2026.0458.5361.556.7757.1157.6159.263.6
TinyBERT+hubLgFTProtocol=Transfer + MoE2026.0458.4461.7657.5955.8558.8260.2464.13
TinyBERT+w2v2LgFTProtocol=Baseline: Transfer2026.0458.458.1261.3456.4456.4659.8563.88
nRoBERTa+hubLgFTProtocol=HILBERT: DualC + MoE2026.0458.2161.8559.2158.4964.8967.8770.99
nMPNet+hubLgFTProtocol=Contrastive + MoE2026.0457.6858.6162.5259.4859.3861.1761.93
nMPNet+hubLgFTProtocol=Transfer + MoE2026.0456.7756.7460.7858.3256.7859.7860.36
nRoBERTa+hubLgFTProtocol=Contrastive + MoE2026.0456.0159.0760.5158.162.4763.6569.31
nMPNet+hubLgFTProtocol=Baseline: Transfer2026.0455.7557.1959.9457.1356.2958.0160.38
nRoBERTa+hubLgFTProtocol=Transfer + MoE2026.0455.4757.5359.6455.2160.9862.6667.68
nRoBERTa+w2v2LgFTProtocol=HILBERT: DualC + MoE2026.0454.9862.6167.8361.961.4666.5768.17
nRoBERTa+w2v2LgFTProtocol=Contrastive + MoE2026.0454.6660.4266.4159.0258.3361.6865.8
nRoBERTa+hubLgFTProtocol=Baseline: Transfer2026.0453.856.0258.9754.9260.4459.8866.05
CLAP-LAION2026.0453.0955.1156.1854.0757.0359.8657.51
nRoBERTa+w2v2LgFTProtocol=Transfer + MoE2026.0452.4758.4164.9457.5957.1661.5963.96
nRoBERTa+w2v2LgFTProtocol=Baseline: Transfer2026.0451.8157.8264.9457.0855.7159.8963.68